Aim
To enable a world-leading research dataset of routinely collected clinical images linked to other routinely collected data from the whole Scottish national population. This includes more than 30 million different radiological examinations from a population of 5.4 million and >2 PB of data collected since 2010.
Methods
Scotland has a central archive of radiological data used to directly provide clinical care to patients. We have developed an architecture and platform to securely extract a copy of those data, link it to other clinical or social datasets, remove personal data to protect privacy, and make the resulting data available to researchers in a controlled Safe Haven environment.
Results
An extensive software platform has been developed to host, extract, and link data from cohorts to answer research questions. The platform has been tested on 5 different test cases and is currently being further enhanced to support 3 exemplar research projects.
Conclusions
The data available are from a range of radiological modalities and scanner types and were collected under different environmental conditions. These real-world, heterogenous data are valuable for training algorithms to support clinical decision making, especially for deep learning where large data volumes are required. The resource is now available for international research access. The platform and data can support new health research using artificial intelligence and machine learning technologies, as well as enabling discovery science.
This article explores the use of a revised conception of social evolutionary theory towards an understanding of nationalism. First, I review the debate between ethno‐symbolism and modernism, through the lens of the Warwick Debate between Gellner and Smith, arguing that both are partly right. Secondly, I outline what the revised conception of social evolution is looking first at its traditional conception before outlining a Darwinian view of social evolutionary theory. Finally, I examine how Darwinian social evolutionary theory can help fruitfully bring the ethno‐symbolic and modernist perspectives together. This is done by a sustained engagement primarily with the theories of Anthony Smith and Ernest Gellner pointing to how Darwinian social evolutionary theory can provide a link between the two theories that makes them mutually supportive rather than opposed.
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